Следене
Laurens Devos
Laurens Devos
Потвърден имейл адрес: cs.kuleuven.be - Начална страница
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Позовавания
Позовавания
Година
Versatile verification of tree ensembles
L Devos, W Meert, J Davis
International Conference on Machine Learning, 2654-2664, 2021
152021
Evaluating sports analytics models: Challenges, approaches, and lessons learned
J Davis, L Bransen, L Devos, W Meert, P Robberechts, J Van Haaren, ...
AI Evaluation Beyond Metrics Workshop at IJCAI 2022 3169, 1-11, 2022
142022
Fast gradient boosting decision trees with bit-level data structures
L Devos, W Meert, J Davis
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2020
142020
Verifying tree ensembles by reasoning about potential instances
L Devos, W Meert, J Davis
Proceedings of the 2021 SIAM International Conference on Data Mining (SDM …, 2021
13*2021
Gradient boosting for quantitative finance
J Davis, L Devos, S Reyners, W Schoutens
Journal of Computational Finance 24 (4), 2020
82020
Decision trees: from efficient prediction to responsible AI
H Blockeel, L Devos, B Frénay, G Nanfack, S Nijssen
Frontiers in Artificial Intelligence 6, 2023
62023
Detecting Evasion Attacks in Deployed Tree Ensembles
L Devos, L Perini, W Meert, J Davis
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2023
3*2023
Robustness Verification of Multiclass Tree Ensembles
L Devos, L Cascioli, J Davis
Proceedings of the AAAI Conference on Artificial Intelligence, 2023
12023
Faster Repeated Evasion Attacks in Tree Ensembles
L Cascioli, L Devos, O Kuželka, J Davis
arXiv preprint arXiv:2402.08586, 2024
2024
Faster Robustness Verification by Exploiting Repeated Structure in Adversarial Examples
L Cascioli, L Devos, J Davis
Proceedings of Verifying Learning AI Systems Workshop, 2023
2023
Multi-class Robustness Verification for Tree Ensembles
L Cascioli, L Devos, J Davis
Proceedings of the Verifying Learning AI Systems Workshop, 2023
2023
Bitpaths: compressing datasets without decreasing predictive performance
L Nuyts, L Devos, W Meert, J Davis
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2022
2022
Traffic patterns revealed through matrix functions and map matching
L Devos
Versatile Verification of Tree Ensembles–Supplement
L Devos, W Meert, J Davis
VERITAS 10 (15), 20, 0
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